Global & Regional Commerce
The Livestream Loop: How Southeast Asia Collapsed Discovery, Consideration, and Checkout Into One Screen
TikTok Shop's Southeast Asia sales roughly doubled to $45.6 billion in 2025, and a government forced its discovery layer and its checkout layer into two separate companies: the clearest sign yet that browsing and buying have become one screen, even though the exact size of the conversion advantage is still not settled.
Part of MSME & Global Commerce in the Insights library.
Abstract
TikTok Shop's Southeast Asia sales roughly doubled year on year to $45.6 billion in 2025, the fastest-growing engine inside a combined Shopee, Lazada, and TikTok Shop platform ecommerce market that itself grew about 22 percent to $157.6 billion (Momentum Works; Cube). The strongest evidence that discovery, consideration, and checkout have fused into one screen is not a clean conversion multiple, which the public record does not yet support at a single reconciled figure, but a structural one: in 2023, Indonesia's government judged the fusion real enough to force TikTok's discovery layer and Tokopedia's checkout layer into two legally separate companies. A meaningful share of that growth also appears to be running on an estimated subsidy well above the platform's take rate, so part of the shift toward one-screen buying may currently be purchased rather than fully durable.
The Southeast Asian ecommerce market is not simply growing, it is being redivided. Combined platform sales across Shopee, Lazada, and TikTok Shop in the six largest SEA markets grew about 22 percent in 2025 to roughly $157.6 billion, but that headline number hides a much sharper story underneath it: TikTok Shop grew 66 percent for the year and accelerated to 82 percent growth in the fourth quarter alone, taking its share of combined platform GMV to 31 percent, while Shopee's larger but slower-growing base held 59 percent and Lazada's share fell to 9 percent as its sales declined 28 percent (Cube Tradewinds). Layer in that TikTok Shop's own Southeast Asia total roughly doubled to $45.6 billion, with Indonesia, Thailand, and Malaysia posting the fastest country-level growth, and the pattern reads less like three platforms competing on the same terms and more like one platform pulling share by changing what shopping looks like on the screen: content-native, livestream-native, and increasingly indistinguishable from the social feed a shopper was already scrolling.
For the buyer, this shift changes what discovery, trust, and choice actually look like in the moment of shopping. A six-country survey of nine thousand Southeast Asian consumers found that 82 percent had watched a livestream shopping session at least once and 48 percent watched weekly, with Vietnam (65 percent) and Thailand (57 percent) leading; of those who had watched a livestream sale, 63 percent had bought something from one, and in Vietnam that figure reached 79 percent (Milieu Insight). That is not casual browsing, it is a habitual discovery channel, and most people who watch it go on to buy. On the platform side, TikTok Shop's own Southeast Asia buyers appear to be responding to that habit with rising frequency: average purchases per buyer rose from 1.5 in the first half of 2023 to 3.4 across 2024 and 3.9 by the first quarter of 2025, over a roughly six-month measurement window each time, with regional daily sales reaching an estimated $140 million by June 2025 (TechBuzzChina). Whether the underlying conversion rate on livestream and short video genuinely beats traditional ecommerce by a clean, defensible multiple is a separate and much less settled question, and no defensible Southeast Asia-specific number yet exists in the public record.
For anyone trying to map where a Southeast Asian buyer's attention actually sits, the redrawing runs in two directions at once. On one side, content is eating a real and rising share of platform commerce: one independent trade analysis puts live commerce alone at 14 percent of SEA platform GMV (about $17.6 billion) with short-form video adding a further 6 percent, for a combined 20 percent that now runs through content rather than a traditional storefront (TechBuzzChina). On the other side, the newest surface everyone expects to matter, generative AI shopping assistants, is still a minority channel: a six-market survey of 2,400 consumers found only 24 percent regionally had used a generative AI tool anywhere while shopping, while online marketplaces (71 percent) and search engines (57 percent) still dominate where product discovery actually starts (impact.com, Cube, and Dentsu, July 2026). For a business trying to place its attention where the buyer already is, the near-term terrain is still marketplace and search-anchored with a fast-growing livestream layer inside it, not yet an AI-answer layer, though that is the frontier worth watching next.
The data, in one read
A market growing fast, inside a market growing faster in one corner
Start with the shape of the whole pie before looking at any one slice. Combined platform ecommerce across Shopee, Lazada, and TikTok Shop in the six largest Southeast Asian markets grew about 22 percent in 2025, reaching roughly $157.6 billion in physical-goods GMV, according to Cube's Tradewinds dataset, one of the more methodologically transparent trackers of this market. That is healthy, broad-based growth for a regional ecommerce sector that was already large. But the growth was not evenly shared. TikTok Shop grew 66 percent for the year and accelerated to 82 percent growth in the fourth quarter alone, pushing its share of combined platform GMV to 31 percent. Shopee, still the largest player by a wide margin, grew a respectable 18 percent and added roughly $14 billion in GMV, holding 59 percent share. Lazada's sales fell 28 percent, dropping its share to 9 percent. Three platforms, three very different trajectories, inside the same growing market.
TikTok Shop's fourth-quarter growth rate, 82 percent, was more than four times Shopee's full-year growth rate in the same market.
Where the growth is landing, market by market
TikTok Shop's own Southeast Asia total, tracked separately by Momentum Works, roughly doubled year on year to $45.6 billion in 2025, and the country-level breakdown shows the growth was not concentrated in one market. Indonesia reached $13.1 billion, up an estimated 111 percent and now TikTok Shop's second-largest market globally. Thailand reached an estimated $10 to 12 billion, up about 101 percent. Vietnam posted the fastest estimated growth rate in the region at roughly 150 percent, reaching $7 to 8 billion. Malaysia crossed an estimated $5 billion, up about 132 percent, and the Philippines reached an estimated $4 to 5 billion, up about 99 percent. These country splits come from a secondary synthesis of Momentum Works data rather than a single disclosed primary breakdown, so treat the precise percentages as directional rather than audited, but the pattern across five separate markets, each posting triple-digit or near triple-digit growth in the same year, is a stronger signal than any single country figure on its own.
The regulatory proof: when a government decided the loop had already closed
The single clearest piece of evidence that discovery and checkout had genuinely fused into one experience in Southeast Asia did not come from a platform's own metrics. It came from a government deciding the fusion was a problem. In September 2023, Indonesia's Ministry of Trade issued Regulation No. 31 of 2023, banning direct commercial transactions on social media platforms and requiring that social-native discovery be legally and structurally separated from ecommerce checkout and payment. TikTok Shop Indonesia went offline on October 4, 2023, as a direct result. TikTok's response was not to soften its discovery layer, it was to buy its way back into a compliant structure: an approximately $1.5 billion investment for a 75 percent controlling stake in Tokopedia, an established Indonesian ecommerce platform, announced in December 2023 and closed in early 2024, reopening TikTok Shop under a model where the discovery layer and the checkout and payment layer sit in formally separate corporate entities.
A regulator did not fine-tune a disclosure rule. It forced two layers of the same shopping experience into two different companies, because it had concluded they could no longer be told apart.
What one screen actually means, in the numbers that exist
If the regulatory response is the structural proof of fusion, the closest thing to a quantified proof is the content share of platform GMV. One independent trade analysis, TikTok Shop Watch, puts live commerce alone at 14 percent of Southeast Asian platform GMV, or about $17.6 billion, with short-form video adding a further 6 percent on top, for a combined 20 percent of the region's platform ecommerce now running through content formats rather than a conventional storefront browse-and-buy path. It is worth being precise about what this figure is and is not. It comes from a single source that reconciles its own two component numbers (14 plus 6 equals 20), not from two competing figures that disagree with each other, and no second, independent source was found that corroborates either the 14 percent or the 6 percent component. Treat it as a credible, single-source estimate of scale, not as an audited industry statistic.
The conversion question nobody has cleanly answered
The most commonly repeated claim about livestream commerce is some version of "it converts several times better than traditional ecommerce," and this is where the evidence gets genuinely unsettled. Figures circulating for Southeast Asia specifically, such as Shopee Live converting at 5.8 to 7.2 percent, TikTok Live at 4.3 to 5.7 percent, Instagram Live at 3.1 to 4.2 percent, against 1 to 2 percent for traditional SEA ecommerce, trace to a marketing aggregator page (Digital in Asia) that carries no disclosed survey methodology behind those specific numbers, only a general reading list. On the other end of the range, McKinsey's global live commerce research, which is heavily weighted toward the Chinese market rather than Southeast Asia specifically, found companies reporting conversion rates approaching 30 percent in best cases, described as up to ten times higher than conventional ecommerce. Between an uncorroborated platform-specific figure and a China-weighted global figure, no single, defensible Southeast Asia-specific conversion multiple exists yet in the public record. The conversion premium for livestream and video commerce over traditional browsing is directionally real: buyers who engage with a livestream clearly convert at meaningfully higher rates. But the exact size of that premium in Southeast Asia specifically is not something anyone can currently cite with confidence.
Between a range that starts near 2x with no visible methodology and a figure near 10x drawn mostly from China, the multiple is real in direction and unsettled in size.
How Southeast Asians actually watch and buy
Underneath the market-level numbers sits genuine, survey-measured behavior. A six-country survey of nine thousand consumers across Singapore, Vietnam, the Philippines, Thailand, Indonesia, and Malaysia found that 82 percent had watched livestream shopping at least once and 48 percent watched weekly, with Vietnam (65 percent weekly) and Thailand (57 percent weekly) leading the region and Malaysia at 48 percent. Among viewers who had watched a livestream sale, 63 percent had purchased from one, ranging from 79 percent in Vietnam, the highest conversion of viewership to purchase found anywhere in this evidence, down to 40 percent in Singapore, the lowest (Milieu Insight). That range across just six countries is itself instructive: livestream shopping is not one uniform Southeast Asian behavior, it is a spectrum that runs from near-universal habit in Vietnam to a much more selective one in Singapore, a market with a different retail base and a different relationship to the format. Underpinning all of this is simple reach: Indonesia alone had 230 million internet users (80.5 percent penetration) and 180 million social media user identities by late 2025, with TikTok reaching 180 million adults, equal to 88.9 percent of Indonesia's eligible adult population, a scale of audience that makes any format TikTok pushes hard into a national-level shopping channel almost by default (DataReportal).
Growth bought on credit: the subsidy question
The growth described above is real and well documented, but its durability is a genuinely open question. One independent trade analyst estimates TikTok Shop charges a commission of roughly 2 percent in Southeast Asia while subsidizing approximately 20 to 22 percent of GMV, and judges that the business is unlikely to be profitable before at least the end of 2026 (TechBuzzChina). This figure is not corroborated by any second independent source and is not disclosed by the company itself, so it should be treated as an informed estimate rather than an audited fact. But if it is roughly right, it reframes part of the growth story. A shopper who buys through a livestream partly because the price is subsidized is not the same as a shopper who has permanently changed how they discover and decide to buy. Some meaningful share of the one-screen behavior documented here is probably genuine preference shift, and some share is probably price-purchased habit that has not yet been tested against a subsidy pullback. The public record does not currently let anyone separate those two shares with confidence.
A shopper who buys through a livestream because the price is subsidized has not necessarily changed how they shop. They have responded to a discount that happens to arrive through a livestream.
The next screen: is AI discovery actually emerging here
Given how much attention generative AI shopping assistants are getting globally, it is worth stating plainly what the one study that has actually measured this in Southeast Asia found. A six-market survey of 2,400 consumers found that 24 percent regionally reported using a generative AI tool somewhere in their search for a product, with Vietnam highest at 34 percent, Indonesia at 31 percent, and Singapore lowest at 14 percent. But the same survey found online marketplaces still dominate where product discovery actually begins, at 71 percent, followed by search engines at 57 percent, well ahead of generative AI tools (impact.com, Cube, and Dentsu, July 2026). The same study also found a trust hierarchy worth noting: family and friends were trusted more than content creators as a source while shopping (2.42 out of 4 versus 1.98 out of 4). For Southeast Asia specifically, the evidence says the AI-answer layer for shopping discovery is real, growing, and worth watching, but it is not yet where the region's attention sits. Marketplaces and search remain the dominant surfaces, livestream and short video are the fast-growing content layer, and generative AI shopping assistance is the genuine frontier with no second study yet to confirm how fast it is moving.
The evidence, in numbers
Key findings, dated and sourced
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TikTok Shop's Southeast Asia GMV roughly doubled year on year to $45.6 billion in 2025, with Malaysia, Indonesia, and Thailand posting the fastest growth rates among all markets; Indonesia alone reached $13.1 billion, its second-largest market globally.
established Momentum Works research, reported by TNGlobal/TechNode Global (2026-02-11)
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TikTok Shop's global GMV reached $64.3 billion in 2025 (+94% year on year) across 16 markets, with Southeast Asia accounting for 71% of that global total; the US reached $15.1 billion (+68% year on year).
emerging Momentum Works research, reported by DealStreetAsia (2026-02-11)
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2025 country-level GMV breakdown for TikTok Shop in Southeast Asia: Indonesia $13.1B (+111%), Thailand $10 to 12B (+101%), Vietnam $7 to 8B (+150%), Malaysia $5B+ (+132%), Philippines $4 to 5B (+99%).
emerging Momentum Works / Digital in Asia, Momentum Works data, synthesized by Digital in Asia (no single primary source explicitly cited for the country splits) (2026)
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Combined GMV across Shopee, Lazada, and TikTok Shop in the SEA-6 markets grew 22% in 2025 to roughly $157.6 billion in physical-goods GMV. TikTok Shop grew 66% (accelerating to 82% in Q4 2025) to reach 31% of combined platform GMV; Shopee held 59% share (+18% growth, +$14B GMV); Lazada declined 28%, falling to 9% share.
established Cube (Cube Asia), Cube Tradewinds Q4 2025 dataset (2026-06-02)
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Live commerce alone accounts for 14% ($17.6B) of SEA platform GMV, and short-form video adds a further 6%, for a combined 20% content-driven share. This is a single-source internal breakdown, not two competing figures; no second source independently corroborates either number.
emerging TechBuzzChina, TikTok Shop Watch #5: Southeast Asia (independent trade analysis) (2025)
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Livestream conversion rates in Southeast Asia are commonly cited as Shopee Live 5.8 to 7.2%, TikTok Live 4.3 to 5.7%, Instagram Live 3.1 to 4.2%, versus 1 to 2% for traditional SEA ecommerce; these platform-specific figures carry no disclosed primary survey or methodology.
contested Digital in Asia, Social commerce Southeast Asia aggregation (no disclosed primary methodology for these specific figures) (2026)
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In McKinsey's global (largely China-weighted) live commerce research, companies reported conversion rates approaching 30% in best-case scenarios, up to ten times higher than conventional ecommerce conversion rates.
established McKinsey & Company, "It's showtime! How live commerce is transforming the shopping experience" (2021)
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Indonesia's Ministry of Trade issued Regulation No. 31 of 2023 on September 26, 2023, banning direct commercial transactions on social media platforms and requiring legal separation of social commerce from ecommerce; TikTok Shop Indonesia went offline October 4, 2023. TikTok subsequently invested approximately $1.5 billion for a 75% controlling stake in Tokopedia (announced December 2023, closed early 2024), reopening under a structurally separated discovery and checkout model.
established CNN Business / KrASIA, Indonesia ecommerce ban reporting (widely corroborated internationally at the time) (2023-09-27)
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A six-country Southeast Asia survey (Singapore, Vietnam, Philippines, Thailand, Indonesia, Malaysia; n=9,000) found 82% of respondents had ever watched livestream shopping and 48% watched weekly (Vietnam 65%, Thailand 57%, Malaysia 48%); 63% of those who had watched a livestream sale had made a purchase from one (Vietnam 79% highest, Singapore 40% lowest).
emerging Milieu Insight, reported via Branding in Asia, Milieu Insight livestream shopping survey (2023-02-15)
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As of late 2025, Indonesia had 230 million internet users (80.5% penetration, +8.7% year on year) and 180 million social media user identities (62.9% of the population, +26% year on year); TikTok reached 180 million adults aged 18+, equal to 88.9% of Indonesia's eligible adult population (56.3% female, 43.7% male).
established DataReportal / We Are Social, Digital 2026: Indonesia (2025-11-05)
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TikTok Shop Southeast Asia buyers averaged 1.5 purchases per buyer in the first half of 2023, rising to 3.4 in 2024, and reaching 3.9 by Q1 2025, each figure measured over a roughly six-month window rather than annually; regional daily sales reached approximately $140 million by June 2025.
emerging TechBuzzChina (independent trade analysis), TikTok Shop Watch #5: Southeast Asia (2025)
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Independent trade analysis estimates TikTok Shop charges roughly a 2% commission in Southeast Asia while subsidizing approximately 20 to 22% of GMV, and judges the business unlikely to be profitable before at least the end of 2026.
contested TechBuzzChina (independent trade analysis), TikTok Shop Watch #5: Southeast Asia (2025)
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A six-market Southeast Asia survey (Singapore, Indonesia, Thailand, Vietnam, Malaysia, Philippines; n=2,400) found 24% of consumers now use generative AI tools somewhere in their search for a product (Vietnam highest at 34%, Indonesia 31%, Singapore lowest at 14%), while online marketplaces still dominate product discovery at 71%, followed by search engines at 57%. A trust-hierarchy detail: family and friends rated 2.42 out of 4 versus creators at 1.98 out of 4.
emerging impact.com, Cube, and Dentsu, eCommerce Influencer and Affiliate Marketing Study, 4th annual edition (2026-07-24)
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Platform-reported (not independently audited) local-seller growth figures: TikTok Shop Malaysia reported MSME and local-product sales up more than 130% year on year under its #JomLokal campaign (as of August 2025); TikTok's own newsroom claimed a 200%+ sales increase for Filipino MSME sellers on TikTok Shop in 2025. These figures remain unverified beyond the platform's own claim.
contested TikTok (platform self-reported), TikTok Shop Malaysia campaign figures; TikTok Newsroom (2025-08-28)
Learning outcomes
What this study teaches
- A platform's growth rate can matter more than its market share: TikTok Shop's 31% share of combined SEA platform GMV came from a 66% annual growth rate that accelerated to 82% by the fourth quarter, far outpacing the category's 22% overall growth, which is the real story behind the share number.
- Treat any 'livestream converts Nx better than traditional ecommerce' claim with real skepticism until you see the underlying methodology; the public evidence for Southeast Asia specifically spans an unreconciled range from roughly 2x to 10x, and the most commonly repeated platform-specific figures carry no disclosed survey behind them.
- Regulatory action can be a more reliable signal of market structure than any marketing statistic: Indonesia's forced legal separation of TikTok's discovery layer from Tokopedia's checkout layer is stronger evidence that the two had fused than any conversion-rate claim in circulation.
- A meaningful share of Southeast Asia's livestream commerce growth may be subsidy-driven rather than a fully durable shift in buyer preference, based on an estimated 20 to 22% GMV subsidy against a roughly 2% take rate; businesses building strategy on this trend should watch for what happens if that subsidy narrows.
- Even in the region furthest along the livestream curve, marketplaces (71%) and search engines (57%) still dominate where product discovery actually starts, well ahead of generative AI shopping tools (24%); the AI-answer layer is a real and growing frontier in Southeast Asia, not yet the primary surface.
Honest limits
What this does not yet settle
- No independently reconciled figure exists for livestream and video commerce's exact share of total Southeast Asian platform GMV: credible sources put it anywhere from 14% (2024 to 2025 trade-press analysis) to roughly 20% combined with short video, with no single primary source disclosing a consistent methodology across years.
- No defensible Southeast Asia-specific conversion multiple for livestream versus traditional ecommerce exists in the public record. Circulating comparisons range from an uncorroborated roughly 2 to 5x on marketing aggregator sites to up to 10x in McKinsey's largely China and global-weighted research, and the two do not reconcile.
- TikTok Shop's Southeast Asia GMV figures rest on modeled third-party estimates (chiefly Momentum Works) rather than audited company disclosures; one independent trade analysis notes TikTok's own systems stopped fully recording some GMV after the Tokopedia merger, making post-merger figures harder to verify.
- There is no census-grade, methodologically transparent measurement of how generative AI or agentic shopping assistants are used for product discovery specifically in Southeast Asia. The one study located (n=2,400, July 2026) is useful but single-sourced, and it shows marketplaces and search still dominate discovery over AI tools.
- TikTok Shop's Southeast Asia unit economics (take rate versus subsidy rate) are not disclosed by the company; the only figures available come from a single independent trade analyst's estimate, with no corroborating source found.
- No peer-reviewed or government-statistical-agency study measures discovery-to-checkout time compression in Southeast Asian livestream commerce directly at the session or funnel level; all behavioral evidence here is survey-based (Milieu Insight, 2023) or platform-adjacent trade analysis, not clickstream research.
This is a synthesis of dated, attributed evidence, not a census. The AI-answer layer in particular has no independent, Nielsen-grade measurement yet, so readings of it are directional and named as a frontier, never presented as settled.
Straight answers
Frequently asked questions
Did TikTok Shop's sales in Southeast Asia really double in 2025?
Yes. Momentum Works research, reported by TechNode Global, put TikTok Shop's Southeast Asia GMV at $45.6 billion in 2025, roughly double the prior year, with Indonesia, Thailand, and Malaysia posting the fastest country-level growth. Indonesia alone reached $13.1 billion and became TikTok Shop's second-largest market globally.
Does livestream shopping actually convert better than traditional ecommerce in Southeast Asia?
The direction is real but the exact size is not settled. Figures circulating for the region, such as Shopee Live at 5.8 to 7.2 percent versus 1 to 2 percent for traditional ecommerce, trace to a marketing aggregator page with no disclosed methodology, while McKinsey's global research, which is weighted toward China, found conversion rates approaching 30 percent in best cases. No single, defensible Southeast Asia-specific multiple currently exists in the public record.
Why did Indonesia force TikTok Shop and Tokopedia to become separate companies?
In September 2023, Indonesia's Ministry of Trade issued Regulation No. 31 of 2023, banning direct commercial transactions on social media and requiring that social-native discovery be legally separated from ecommerce checkout. TikTok Shop Indonesia went offline on October 4, 2023, and TikTok responded by investing roughly 1.5 billion dollars for a 75 percent stake in Tokopedia, reopening under a structure where discovery and checkout sit in separate corporate entities. That regulatory decision is treated in this study as stronger proof of the discovery-checkout fusion than any conversion statistic.
Is TikTok Shop's Southeast Asia growth financially sustainable?
That is a genuinely open question. One independent trade analyst, TechBuzzChina, estimates TikTok Shop charges roughly a 2 percent commission in the region while subsidizing about 20 to 22 percent of GMV, and does not expect profitability before at least the end of 2026. This figure is not corroborated by a second source or disclosed by the company, so it should be read as an informed estimate; if it is roughly right, some share of the growth may be price-purchased rather than a durable shift in buyer preference.
Are Southeast Asian shoppers already using AI tools like ChatGPT to find products?
Not yet as a primary channel. A six-market survey of 2,400 consumers found only 24 percent regionally had used a generative AI tool anywhere while shopping, while online marketplaces (71 percent) and search engines (57 percent) still dominate where product discovery starts, according to impact.com, Cube, and Dentsu. The same survey found people trust family and friends more than content creators as a shopping source. Generative AI shopping assistance is a real and growing frontier in the region, but the evidence says it is not yet where attention sits.
Provenance
References
- Momentum Works research, reported by TechNode Global, "TikTok's Southeast Asia GMV Doubles Year on Year to $45.6B in 2025" https://technode.global/2026/02/11/tiktoks-southeast-asia-doubles-gmv-year-on-year-to-45-6b-in-2025/
- Momentum Works research, reported by DealStreetAsia, "TikTok Shop GMV 2025" https://www.dealstreetasia.com/stories/tiktok-shop-gmv-2025-472662
- Momentum Works data, synthesized by Digital in Asia, "TikTok Shop Southeast Asia Growth" https://digitalinasia.com/tiktok-shop-southeast-asia-growth-10x/
- Cube (Cube Asia), "Shopee, Lazada, and TikTok Shop in Southeast Asia: What the Data Shows in 2026" https://cube.asia/shopee-lazada-and-tiktok-shop-in-southeast-asia-what-the-data-shows-in-2026/
- TechBuzzChina, "TikTok Shop Watch #5: Southeast Asia" https://techbuzzchina.substack.com/p/tiktok-shop-watch-5-southeast-asia
- Digital in Asia, "Social Commerce Southeast Asia Revolution" https://digitalinasia.com/social-commerce-southeast-asia-revolution/
- McKinsey & Company, "It's Showtime! How Live Commerce Is Transforming the Shopping Experience" https://www.mckinsey.com/capabilities/tech-and-ai/our-insights/its-showtime-how-live-commerce-is-transforming-the-shopping-experience
- CNN Business / KrASIA, Indonesia ecommerce ban reporting, September 2023 https://www.cnn.com/2023/09/27/tech/indonesia-tiktok-ecommerce-ban-hnk-intl
- Milieu Insight, reported via Branding in Asia, livestream shopping survey https://www.brandinginasia.com/nearly-5-in-10-consumers-in-southeast-asia-tune-in-to-livestream-sales-at-least-once-a-week/
- DataReportal / We Are Social, "Digital 2026: Indonesia" https://datareportal.com/reports/digital-2026-indonesia
- impact.com, Cube, and Dentsu, eCommerce Influencer and Affiliate Marketing Study, 4th annual edition https://itbrief.asia/story/ai-becomes-product-discovery-tool-in-southeast-asia
- TikTok Shop Malaysia campaign figures / TikTok Newsroom, reported by Malay Mail https://www.malaymail.com/news/money/2025/08/28/tiktok-shop-says-malaysian-product-sales-jump-130pc-under-local-campaign/189197
Every measured figure is dated to its capture and tagged with an evidence tier. Every cited work is real and locatable. Where an engine could not be captured this round, it is named as uncaptured, not estimated. Small-sample readings are labelled as directional.